{"id":"W4404580844","doi":"10.1016/j.jlb.2024.100194","title":"Circulating tumor DNA as part of the routine work-up for patients with suspected advanced lung cancer","year":2024,"lang":"en","type":"article","venue":"The Journal of Liquid Biopsy","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Lung cancer; Medicine; Circulating tumor DNA; Intensive care medicine; Cancer; Lung; Oncology; Internal medicine; Pathology; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002120837,0.0001112609,0.0001434432,0.00002290292,0.00006808309,0.0000187546,0.000229066,0.0000379628,0.00001423349],"category_scores_gemma":[0.0001395399,0.0000580423,0.0001154208,0.0001470443,0.00006738753,0.00000459116,0.00006507334,0.0001020924,2.563171e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000362321,"about_ca_system_score_gemma":0.0002451896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001352823,"about_ca_topic_score_gemma":0.00001400369,"domain_scores_codex":[0.9992507,0.00003261801,0.0003022006,0.0001043618,0.0001528506,0.000157264],"domain_scores_gemma":[0.9991263,0.00007062226,0.0002888521,0.0001975874,0.0002745,0.00004218354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01168987,0.0002643331,0.02888058,0.0003107707,0.001276599,0.00001759324,0.001206215,0.005013902,0.9385533,0.00041089,0.008067036,0.004308905],"study_design_scores_gemma":[0.007410241,0.006535255,0.04275607,0.002952563,0.001535084,0.0003510255,0.0006607245,0.0005540141,0.8913776,0.0002615156,0.04469436,0.0009115593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948205,0.00332317,0.0002306995,0.0004927885,0.0007757725,0.0002365489,0.00005716946,0.000002833802,0.00006045792],"genre_scores_gemma":[0.9988405,0.0002264392,0.0001515239,0.0001444815,0.0004627523,0.000007771329,0.000007861648,0.00002298787,0.0001357563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04717572,"threshold_uncertainty_score":0.2366896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005640569385237764,"score_gpt":0.2498297858807215,"score_spread":0.2441892164954837,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}